Dataset statistics
| Number of variables | 51 |
|---|---|
| Number of observations | 101766 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 25.2 MiB |
| Average record size in memory | 260.0 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 29 |
examide has constant value "" | Constant |
citoglipton has constant value "" | Constant |
id is highly overall correlated with encounter_id and 2 other fields | High correlation |
encounter_id is highly overall correlated with id and 2 other fields | High correlation |
patient_nbr is highly overall correlated with id and 1 other fields | High correlation |
payer_code is highly overall correlated with id and 1 other fields | High correlation |
insulin is highly overall correlated with change and 1 other fields | High correlation |
change is highly overall correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly overall correlated with insulin and 1 other fields | High correlation |
metformin is highly imbalanced (59.5%) | Imbalance |
repaglinide is highly imbalanced (93.9%) | Imbalance |
nateglinide is highly imbalanced (96.9%) | Imbalance |
chlorpropamide is highly imbalanced (99.5%) | Imbalance |
glimepiride is highly imbalanced (84.0%) | Imbalance |
acetohexamide is highly imbalanced (> 99.9%) | Imbalance |
glipizide is highly imbalanced (69.2%) | Imbalance |
glyburide is highly imbalanced (72.3%) | Imbalance |
tolbutamide is highly imbalanced (99.7%) | Imbalance |
pioglitazone is highly imbalanced (80.2%) | Imbalance |
rosiglitazone is highly imbalanced (82.2%) | Imbalance |
acarbose is highly imbalanced (98.5%) | Imbalance |
miglitol is highly imbalanced (99.7%) | Imbalance |
troglitazone is highly imbalanced (> 99.9%) | Imbalance |
tolazamide is highly imbalanced (99.7%) | Imbalance |
glyburide.metformin is highly imbalanced (97.0%) | Imbalance |
glipizide.metformin is highly imbalanced (99.8%) | Imbalance |
glimepiride.pioglitazone is highly imbalanced (> 99.9%) | Imbalance |
metformin.rosiglitazone is highly imbalanced (> 99.9%) | Imbalance |
metformin.pioglitazone is highly imbalanced (> 99.9%) | Imbalance |
number_emergency is highly skewed (γ1 = 22.85558215) | Skewed |
id is uniformly distributed | Uniform |
id has unique values | Unique |
encounter_id has unique values | Unique |
race has 2273 (2.2%) zeros | Zeros |
payer_code has 40256 (39.6%) zeros | Zeros |
medical_specialty has 49949 (49.1%) zeros | Zeros |
num_procedures has 46652 (45.8%) zeros | Zeros |
number_outpatient has 85027 (83.6%) zeros | Zeros |
number_emergency has 90383 (88.8%) zeros | Zeros |
number_inpatient has 67630 (66.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-06 15:04:36.793603 |
|---|---|
| Analysis finished | 2023-11-06 15:05:38.075201 |
| Duration | 1 minute and 1.28 second |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
id
Real number (ℝ)
HIGH CORRELATION  UNIFORM  UNIQUE 
| Distinct | 101766 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50883.5 |
| Minimum | 1 |
|---|---|
| Maximum | 101766 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5089.25 |
| Q1 | 25442.25 |
| median | 50883.5 |
| Q3 | 76324.75 |
| 95-th percentile | 96677.75 |
| Maximum | 101766 |
| Range | 101765 |
| Interquartile range (IQR) | 50882.5 |
Descriptive statistics
| Standard deviation | 29377.458 |
|---|---|
| Coefficient of variation (CV) | 0.57734743 |
| Kurtosis | -1.2 |
| Mean | 50883.5 |
| Median Absolute Deviation (MAD) | 25441.5 |
| Skewness | 0 |
| Sum | 5.1782103 × 109 |
| Variance | 8.6303504 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 67853 | 1 | < 0.1% |
| 67851 | 1 | < 0.1% |
| 67850 | 1 | < 0.1% |
| 67849 | 1 | < 0.1% |
| 67848 | 1 | < 0.1% |
| 67847 | 1 | < 0.1% |
| 67846 | 1 | < 0.1% |
| 67845 | 1 | < 0.1% |
| 67844 | 1 | < 0.1% |
| Other values (101756) | 101756 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 101766 | 1 | |
| 101765 | 1 | |
| 101764 | 1 | |
| 101763 | 1 | |
| 101762 | 1 | |
| 101761 | 1 | |
| 101760 | 1 | |
| 101759 | 1 | |
| 101758 | 1 | |
| 101757 | 1 |
encounter_id
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 101766 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6520165 × 108 |
| Minimum | 12522 |
|---|---|
| Maximum | 4.4386722 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 12522 |
|---|---|
| 5-th percentile | 27170784 |
| Q1 | 84961194 |
| median | 1.5238899 × 108 |
| Q3 | 2.3027089 × 108 |
| 95-th percentile | 3.7896284 × 108 |
| Maximum | 4.4386722 × 108 |
| Range | 4.438547 × 108 |
| Interquartile range (IQR) | 1.4530969 × 108 |
Descriptive statistics
| Standard deviation | 1.026403 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.62130311 |
| Kurtosis | -0.10207139 |
| Mean | 1.6520165 × 108 |
| Median Absolute Deviation (MAD) | 70921143 |
| Skewness | 0.69914155 |
| Sum | 1.6811911 × 1013 |
| Variance | 1.053503 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2278392 | 1 | < 0.1% |
| 190792044 | 1 | < 0.1% |
| 190790070 | 1 | < 0.1% |
| 190789722 | 1 | < 0.1% |
| 190786806 | 1 | < 0.1% |
| 190785018 | 1 | < 0.1% |
| 190781412 | 1 | < 0.1% |
| 190775886 | 1 | < 0.1% |
| 190764504 | 1 | < 0.1% |
| 190760322 | 1 | < 0.1% |
| Other values (101756) | 101756 |
| Value | Count | Frequency (%) |
| 12522 | 1 | |
| 15738 | 1 | |
| 16680 | 1 | |
| 28236 | 1 | |
| 35754 | 1 | |
| 36900 | 1 | |
| 40926 | 1 | |
| 42570 | 1 | |
| 55842 | 1 | |
| 62256 | 1 |
| Value | Count | Frequency (%) |
| 443867222 | 1 | |
| 443857166 | 1 | |
| 443854148 | 1 | |
| 443847782 | 1 | |
| 443847548 | 1 | |
| 443847176 | 1 | |
| 443842778 | 1 | |
| 443842340 | 1 | |
| 443842136 | 1 | |
| 443842070 | 1 |
patient_nbr
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 71518 |
|---|---|
| Distinct (%) | 70.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54330401 |
| Minimum | 135 |
|---|---|
| Maximum | 1.8950262 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 135 |
|---|---|
| 5-th percentile | 1456971.8 |
| Q1 | 23413221 |
| median | 45505143 |
| Q3 | 87545950 |
| 95-th percentile | 1.1148027 × 108 |
| Maximum | 1.8950262 × 108 |
| Range | 1.8950248 × 108 |
| Interquartile range (IQR) | 64132729 |
Descriptive statistics
| Standard deviation | 38696359 |
|---|---|
| Coefficient of variation (CV) | 0.71224138 |
| Kurtosis | -0.34737204 |
| Mean | 54330401 |
| Median Absolute Deviation (MAD) | 32950134 |
| Skewness | 0.47128072 |
| Sum | 5.5289876 × 1012 |
| Variance | 1.4974082 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 88785891 | 40 | < 0.1% |
| 43140906 | 28 | < 0.1% |
| 1660293 | 23 | < 0.1% |
| 88227540 | 23 | < 0.1% |
| 23199021 | 23 | < 0.1% |
| 23643405 | 22 | < 0.1% |
| 84428613 | 22 | < 0.1% |
| 92709351 | 21 | < 0.1% |
| 88789707 | 20 | < 0.1% |
| 29903877 | 20 | < 0.1% |
| Other values (71508) | 101524 |
| Value | Count | Frequency (%) |
| 135 | 2 | < 0.1% |
| 378 | 1 | < 0.1% |
| 729 | 1 | < 0.1% |
| 774 | 1 | < 0.1% |
| 927 | 1 | < 0.1% |
| 1152 | 5 | |
| 1305 | 1 | < 0.1% |
| 1314 | 3 | |
| 1629 | 1 | < 0.1% |
| 2025 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 189502619 | 1 | |
| 189481478 | 1 | |
| 189445127 | 1 | |
| 189365864 | 1 | |
| 189351095 | 1 | |
| 189349430 | 1 | |
| 189332087 | 1 | |
| 189298877 | 1 | |
| 189257846 | 2 | |
| 189215762 | 1 |
race
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5987756 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2273 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.93841519 |
|---|---|
| Coefficient of variation (CV) | 0.36109897 |
| Kurtosis | 0.66415809 |
| Mean | 2.5987756 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.0364934 |
| Sum | 264467 |
| Variance | 0.88062308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 76099 | |
| 1 | 19210 | 18.9% |
| 0 | 2273 | 2.2% |
| 4 | 2037 | 2.0% |
| 5 | 1506 | 1.5% |
| 2 | 641 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 2273 | 2.2% |
| 1 | 19210 | 18.9% |
| 2 | 641 | 0.6% |
| 3 | 76099 | |
| 4 | 2037 | 2.0% |
| 5 | 1506 | 1.5% |
| Value | Count | Frequency (%) |
| 5 | 1506 | 1.5% |
| 4 | 2037 | 2.0% |
| 3 | 76099 | |
| 2 | 641 | 0.6% |
| 1 | 19210 | 18.9% |
| 0 | 2273 | 2.2% |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 54708 | |
| 1 | 47055 | |
| 2 | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 54708 | |
| 1 | 47055 | |
| 2 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 54708 | |
| 1 | 47055 | |
| 2 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 54708 | |
| 1 | 47055 | |
| 2 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 54708 | |
| 1 | 47055 | |
| 2 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 54708 | |
| 1 | 47055 | |
| 2 | 3 | < 0.1% |
age
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0967022 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 161 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5940838 |
|---|---|
| Coefficient of variation (CV) | 0.26146656 |
| Kurtosis | 0.28138632 |
| Mean | 6.0967022 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.63053881 |
| Sum | 620437 |
| Variance | 2.5411031 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 26068 | |
| 6 | 22483 | |
| 5 | 17256 | |
| 8 | 17197 | |
| 4 | 9685 | 9.5% |
| 3 | 3775 | 3.7% |
| 9 | 2793 | 2.7% |
| 2 | 1657 | 1.6% |
| 1 | 691 | 0.7% |
| 0 | 161 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 161 | 0.2% |
| 1 | 691 | 0.7% |
| 2 | 1657 | 1.6% |
| 3 | 3775 | 3.7% |
| 4 | 9685 | 9.5% |
| 5 | 17256 | |
| 6 | 22483 | |
| 7 | 26068 | |
| 8 | 17197 | |
| 9 | 2793 | 2.7% |
| Value | Count | Frequency (%) |
| 9 | 2793 | 2.7% |
| 8 | 17197 | |
| 7 | 26068 | |
| 6 | 22483 | |
| 5 | 17256 | |
| 4 | 9685 | 9.5% |
| 3 | 3775 | 3.7% |
| 2 | 1657 | 1.6% |
| 1 | 691 | 0.7% |
| 0 | 161 | 0.2% |
weight
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1913606 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.1471306 |
|---|---|
| Coefficient of variation (CV) | 0.96287442 |
| Kurtosis | 36.920884 |
| Mean | 1.1913606 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.1689989 |
| Sum | 121240 |
| Variance | 1.3159087 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 98569 | |
| 9 | 1336 | 1.3% |
| 8 | 897 | 0.9% |
| 3 | 625 | 0.6% |
| 4 | 145 | 0.1% |
| 7 | 97 | 0.1% |
| 2 | 48 | < 0.1% |
| 5 | 35 | < 0.1% |
| 6 | 11 | < 0.1% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 98569 | |
| 2 | 48 | < 0.1% |
| 3 | 625 | 0.6% |
| 4 | 145 | 0.1% |
| 5 | 35 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 97 | 0.1% |
| 8 | 897 | 0.9% |
| 9 | 1336 | 1.3% |
| Value | Count | Frequency (%) |
| 9 | 1336 | 1.3% |
| 8 | 897 | 0.9% |
| 7 | 97 | 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 35 | < 0.1% |
| 4 | 145 | 0.1% |
| 3 | 625 | 0.6% |
| 2 | 48 | < 0.1% |
| 1 | 98569 | |
| 0 | 3 | < 0.1% |
admission_type_id
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0240061 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4454028 |
|---|---|
| Coefficient of variation (CV) | 0.7141297 |
| Kurtosis | 1.9424761 |
| Mean | 2.0240061 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5919843 |
| Sum | 205975 |
| Variance | 2.0891893 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 3 | 18869 | 18.5% |
| 2 | 18480 | 18.2% |
| 6 | 5291 | 5.2% |
| 5 | 4785 | 4.7% |
| 8 | 320 | 0.3% |
| 7 | 21 | < 0.1% |
| 4 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 2 | 18480 | 18.2% |
| 3 | 18869 | 18.5% |
| 4 | 10 | < 0.1% |
| 5 | 4785 | 4.7% |
| 6 | 5291 | 5.2% |
| 7 | 21 | < 0.1% |
| 8 | 320 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 320 | 0.3% |
| 7 | 21 | < 0.1% |
| 6 | 5291 | 5.2% |
| 5 | 4785 | 4.7% |
| 4 | 10 | < 0.1% |
| 3 | 18869 | 18.5% |
| 2 | 18480 | 18.2% |
| 1 | 53990 |
discharge_disposition_id
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7156418 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 5.2801655 |
|---|---|
| Coefficient of variation (CV) | 1.4210642 |
| Kurtosis | 6.0033468 |
| Mean | 3.7156418 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.563067 |
| Sum | 378126 |
| Variance | 27.880148 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 3 | 13954 | 13.7% |
| 6 | 12902 | 12.7% |
| 18 | 3691 | 3.6% |
| 2 | 2128 | 2.1% |
| 22 | 1993 | 2.0% |
| 11 | 1642 | 1.6% |
| 5 | 1184 | 1.2% |
| 25 | 989 | 1.0% |
| 4 | 815 | 0.8% |
| Other values (16) | 2234 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 2 | 2128 | 2.1% |
| 3 | 13954 | 13.7% |
| 4 | 815 | 0.8% |
| 5 | 1184 | 1.2% |
| 6 | 12902 | 12.7% |
| 7 | 623 | 0.6% |
| 8 | 108 | 0.1% |
| 9 | 21 | < 0.1% |
| 10 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 139 | 0.1% |
| 27 | 5 | < 0.1% |
| 25 | 989 | 1.0% |
| 24 | 48 | < 0.1% |
| 23 | 412 | 0.4% |
| 22 | 1993 | |
| 20 | 2 | < 0.1% |
| 19 | 8 | < 0.1% |
| 18 | 3691 | |
| 17 | 14 | < 0.1% |
admission_source_id
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7544366 |
| Minimum | 1 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.0640808 |
|---|---|
| Coefficient of variation (CV) | 0.70625173 |
| Kurtosis | 1.7449894 |
| Mean | 5.7544366 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0299349 |
| Sum | 585606 |
| Variance | 16.516753 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 57494 | |
| 1 | 29565 | |
| 17 | 6781 | 6.7% |
| 4 | 3187 | 3.1% |
| 6 | 2264 | 2.2% |
| 2 | 1104 | 1.1% |
| 5 | 855 | 0.8% |
| 3 | 187 | 0.2% |
| 20 | 161 | 0.2% |
| 9 | 125 | 0.1% |
| Other values (7) | 43 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 29565 | |
| 2 | 1104 | 1.1% |
| 3 | 187 | 0.2% |
| 4 | 3187 | 3.1% |
| 5 | 855 | 0.8% |
| 6 | 2264 | 2.2% |
| 7 | 57494 | |
| 8 | 16 | < 0.1% |
| 9 | 125 | 0.1% |
| 10 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 25 | 2 | < 0.1% |
| 22 | 12 | < 0.1% |
| 20 | 161 | 0.2% |
| 17 | 6781 | |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 8 | < 0.1% |
| 9 | 125 | 0.1% |
| 8 | 16 | < 0.1% |
time_in_hospital
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3959869 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9851078 |
|---|---|
| Coefficient of variation (CV) | 0.67905293 |
| Kurtosis | 0.85025084 |
| Mean | 4.3959869 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1339987 |
| Sum | 447362 |
| Variance | 8.9108684 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 17756 | |
| 2 | 17224 | |
| 1 | 14208 | |
| 4 | 13924 | |
| 5 | 9966 | |
| 6 | 7539 | |
| 7 | 5859 | 5.8% |
| 8 | 4391 | 4.3% |
| 9 | 3002 | 2.9% |
| 10 | 2342 | 2.3% |
| Other values (4) | 5555 | 5.5% |
| Value | Count | Frequency (%) |
| 1 | 14208 | |
| 2 | 17224 | |
| 3 | 17756 | |
| 4 | 13924 | |
| 5 | 9966 | |
| 6 | 7539 | |
| 7 | 5859 | 5.8% |
| 8 | 4391 | 4.3% |
| 9 | 3002 | 2.9% |
| 10 | 2342 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 1042 | 1.0% |
| 13 | 1210 | 1.2% |
| 12 | 1448 | 1.4% |
| 11 | 1855 | 1.8% |
| 10 | 2342 | 2.3% |
| 9 | 3002 | 2.9% |
| 8 | 4391 | |
| 7 | 5859 | |
| 6 | 7539 | |
| 5 | 9966 |
payer_code
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8855806 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 40256 |
| Zeros (%) | 39.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.823023 |
|---|---|
| Coefficient of variation (CV) | 0.98719545 |
| Kurtosis | -0.71949156 |
| Mean | 4.8855806 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.50103609 |
| Sum | 497186 |
| Variance | 23.261551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 40256 | |
| 8 | 32439 | |
| 7 | 6274 | 6.2% |
| 15 | 5007 | 4.9% |
| 1 | 4655 | 4.6% |
| 9 | 3532 | 3.5% |
| 4 | 2533 | 2.5% |
| 16 | 2448 | 2.4% |
| 3 | 1937 | 1.9% |
| 11 | 1033 | 1.0% |
| Other values (8) | 1652 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 40256 | |
| 1 | 4655 | 4.6% |
| 2 | 146 | 0.1% |
| 3 | 1937 | 1.9% |
| 4 | 2533 | 2.5% |
| 5 | 549 | 0.5% |
| 6 | 1 | < 0.1% |
| 7 | 6274 | 6.2% |
| 8 | 32439 | |
| 9 | 3532 | 3.5% |
| Value | Count | Frequency (%) |
| 17 | 135 | 0.1% |
| 16 | 2448 | 2.4% |
| 15 | 5007 | 4.9% |
| 14 | 55 | 0.1% |
| 13 | 592 | 0.6% |
| 12 | 95 | 0.1% |
| 11 | 1033 | 1.0% |
| 10 | 79 | 0.1% |
| 9 | 3532 | 3.5% |
| 8 | 32439 |
medical_specialty
Real number (ℝ)
ZEROS 
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.708871 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 49949 |
| Zeros (%) | 49.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 19 |
| 95-th percentile | 61 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 17.507131 |
|---|---|
| Coefficient of variation (CV) | 1.4952023 |
| Kurtosis | 2.9517491 |
| Mean | 11.708871 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.8938144 |
| Sum | 1191565 |
| Variance | 306.49964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 49949 | |
| 19 | 14635 | 14.4% |
| 9 | 7565 | 7.4% |
| 12 | 7440 | 7.3% |
| 4 | 5352 | 5.3% |
| 63 | 3099 | 3.0% |
| 20 | 1613 | 1.6% |
| 28 | 1400 | 1.4% |
| 29 | 1233 | 1.2% |
| 53 | 1140 | 1.1% |
| Other values (63) | 8340 | 8.2% |
| Value | Count | Frequency (%) |
| 0 | 49949 | |
| 1 | 7 | < 0.1% |
| 2 | 12 | < 0.1% |
| 3 | 19 | < 0.1% |
| 4 | 5352 | 5.3% |
| 5 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 7565 | 7.4% |
| Value | Count | Frequency (%) |
| 72 | 685 | 0.7% |
| 71 | 33 | < 0.1% |
| 70 | 533 | 0.5% |
| 69 | 109 | 0.1% |
| 68 | 1 | < 0.1% |
| 67 | 41 | < 0.1% |
| 66 | 8 | < 0.1% |
| 65 | 468 | 0.5% |
| 64 | 11 | < 0.1% |
| 63 | 3099 |
num_lab_procedures
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.095641 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.674362 |
|---|---|
| Coefficient of variation (CV) | 0.45652789 |
| Kurtosis | -0.24507352 |
| Mean | 43.095641 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.23654392 |
| Sum | 4385671 |
| Variance | 387.08053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3208 | 3.2% |
| 43 | 2804 | 2.8% |
| 44 | 2496 | 2.5% |
| 45 | 2376 | 2.3% |
| 38 | 2213 | 2.2% |
| 40 | 2201 | 2.2% |
| 46 | 2189 | 2.2% |
| 41 | 2117 | 2.1% |
| 42 | 2113 | 2.1% |
| 47 | 2106 | 2.1% |
| Other values (108) | 77943 |
| Value | Count | Frequency (%) |
| 1 | 3208 | |
| 2 | 1101 | 1.1% |
| 3 | 668 | 0.7% |
| 4 | 378 | 0.4% |
| 5 | 286 | 0.3% |
| 6 | 282 | 0.3% |
| 7 | 323 | 0.3% |
| 8 | 366 | 0.4% |
| 9 | 933 | 0.9% |
| 10 | 838 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 129 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 2 | |
| 113 | 3 | |
| 111 | 3 | |
| 109 | 4 |
num_procedures
Real number (ℝ)
ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3397304 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 46652 |
| Zeros (%) | 45.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.705807 |
|---|---|
| Coefficient of variation (CV) | 1.2732465 |
| Kurtosis | 0.8571103 |
| Mean | 1.3397304 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3164148 |
| Sum | 136339 |
| Variance | 2.9097775 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46652 | |
| 1 | 20742 | |
| 2 | 12717 | 12.5% |
| 3 | 9443 | 9.3% |
| 6 | 4954 | 4.9% |
| 4 | 4180 | 4.1% |
| 5 | 3078 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 46652 | |
| 1 | 20742 | |
| 2 | 12717 | 12.5% |
| 3 | 9443 | 9.3% |
| 4 | 4180 | 4.1% |
| 5 | 3078 | 3.0% |
| 6 | 4954 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 4954 | 4.9% |
| 5 | 3078 | 3.0% |
| 4 | 4180 | 4.1% |
| 3 | 9443 | 9.3% |
| 2 | 12717 | 12.5% |
| 1 | 20742 | |
| 0 | 46652 |
num_medications
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.021844 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.1275662 |
|---|---|
| Coefficient of variation (CV) | 0.50728032 |
| Kurtosis | 3.4681549 |
| Mean | 16.021844 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3266721 |
| Sum | 1630479 |
| Variance | 66.057332 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 6086 | 6.0% |
| 12 | 6004 | 5.9% |
| 11 | 5795 | 5.7% |
| 15 | 5792 | 5.7% |
| 14 | 5707 | 5.6% |
| 16 | 5430 | 5.3% |
| 10 | 5346 | 5.3% |
| 17 | 4919 | 4.8% |
| 9 | 4913 | 4.8% |
| 18 | 4523 | 4.4% |
| Other values (65) | 47251 |
| Value | Count | Frequency (%) |
| 1 | 262 | 0.3% |
| 2 | 470 | 0.5% |
| 3 | 900 | 0.9% |
| 4 | 1417 | 1.4% |
| 5 | 2017 | 2.0% |
| 6 | 2699 | |
| 7 | 3484 | |
| 8 | 4353 | |
| 9 | 4913 | |
| 10 | 5346 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 3 | |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 7 | |
| 67 | 7 | |
| 66 | 5 |
number_outpatient
Real number (ℝ)
ZEROS 
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36935715 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 85027 |
| Zeros (%) | 83.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2672651 |
|---|---|
| Coefficient of variation (CV) | 3.4310019 |
| Kurtosis | 147.90774 |
| Mean | 0.36935715 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.8329589 |
| Sum | 37588 |
| Variance | 1.6059608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 85027 | |
| 1 | 8547 | 8.4% |
| 2 | 3594 | 3.5% |
| 3 | 2042 | 2.0% |
| 4 | 1099 | 1.1% |
| 5 | 533 | 0.5% |
| 6 | 303 | 0.3% |
| 7 | 155 | 0.2% |
| 8 | 98 | 0.1% |
| 9 | 83 | 0.1% |
| Other values (29) | 285 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 85027 | |
| 1 | 8547 | 8.4% |
| 2 | 3594 | 3.5% |
| 3 | 2042 | 2.0% |
| 4 | 1099 | 1.1% |
| 5 | 533 | 0.5% |
| 6 | 303 | 0.3% |
| 7 | 155 | 0.2% |
| 8 | 98 | 0.1% |
| 9 | 83 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 2 | |
| 35 | 2 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 2 |
number_emergency
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19783621 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 90383 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.93047227 |
|---|---|
| Coefficient of variation (CV) | 4.7032455 |
| Kurtosis | 1191.6867 |
| Mean | 0.19783621 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.855582 |
| Sum | 20133 |
| Variance | 0.86577864 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 90383 | |
| 1 | 7677 | 7.5% |
| 2 | 2042 | 2.0% |
| 3 | 725 | 0.7% |
| 4 | 374 | 0.4% |
| 5 | 192 | 0.2% |
| 6 | 94 | 0.1% |
| 7 | 73 | 0.1% |
| 8 | 50 | < 0.1% |
| 10 | 34 | < 0.1% |
| Other values (23) | 122 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 90383 | |
| 1 | 7677 | 7.5% |
| 2 | 2042 | 2.0% |
| 3 | 725 | 0.7% |
| 4 | 374 | 0.4% |
| 5 | 192 | 0.2% |
| 6 | 94 | 0.1% |
| 7 | 73 | 0.1% |
| 8 | 50 | < 0.1% |
| 9 | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 54 | 1 | |
| 46 | 1 | |
| 42 | 1 | |
| 37 | 1 | |
| 29 | 1 | |
| 28 | 1 | |
| 25 | 2 |
number_inpatient
Real number (ℝ)
ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63556591 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 67630 |
| Zeros (%) | 66.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2628633 |
|---|---|
| Coefficient of variation (CV) | 1.9869903 |
| Kurtosis | 20.719397 |
| Mean | 0.63556591 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.614139 |
| Sum | 64679 |
| Variance | 1.5948237 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 3 | 3411 | 3.4% |
| 4 | 1622 | 1.6% |
| 5 | 812 | 0.8% |
| 6 | 480 | 0.5% |
| 7 | 268 | 0.3% |
| 8 | 151 | 0.1% |
| 9 | 111 | 0.1% |
| Other values (11) | 194 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 3 | 3411 | 3.4% |
| 4 | 1622 | 1.6% |
| 5 | 812 | 0.8% |
| 6 | 480 | 0.5% |
| 7 | 268 | 0.3% |
| 8 | 151 | 0.1% |
| 9 | 111 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 6 | < 0.1% |
| 15 | 9 | < 0.1% |
| 14 | 10 | < 0.1% |
| 13 | 20 | |
| 12 | 34 | |
| 11 | 49 |
diag_1
Real number (ℝ)
| Distinct | 717 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 336.86437 |
| Minimum | 0 |
|---|---|
| Maximum | 716 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 99 |
| Q1 | 259 |
| median | 298 |
| Q3 | 435 |
| 95-th percentile | 670 |
| Maximum | 716 |
| Range | 716 |
| Interquartile range (IQR) | 176 |
Descriptive statistics
| Standard deviation | 160.65007 |
|---|---|
| Coefficient of variation (CV) | 0.47689838 |
| Kurtosis | -0.33722185 |
| Mean | 336.86437 |
| Median Absolute Deviation (MAD) | 99 |
| Skewness | 0.37875937 |
| Sum | 34281339 |
| Variance | 25808.445 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 276 | 6862 | 6.7% |
| 263 | 6581 | 6.5% |
| 540 | 4016 | 3.9% |
| 259 | 3614 | 3.6% |
| 325 | 3508 | 3.4% |
| 275 | 2766 | 2.7% |
| 329 | 2275 | 2.2% |
| 501 | 2151 | 2.1% |
| 475 | 2042 | 2.0% |
| 282 | 2028 | 2.0% |
| Other values (707) | 65923 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 10 | < 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 73 | |
| 4 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 9 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 716 | 9 | < 0.1% |
| 715 | 1 | < 0.1% |
| 714 | 1 | < 0.1% |
| 713 | 2 | < 0.1% |
| 712 | 8 | < 0.1% |
| 711 | 1 | < 0.1% |
| 710 | 228 | 0.2% |
| 709 | 1207 | |
| 708 | 16 | < 0.1% |
| 707 | 71 | 0.1% |
diag_2
Real number (ℝ)
| Distinct | 749 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 277.79947 |
| Minimum | 0 |
|---|---|
| Maximum | 748 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 78 |
| Q1 | 142 |
| median | 260 |
| Q3 | 376 |
| 95-th percentile | 540 |
| Maximum | 748 |
| Range | 748 |
| Interquartile range (IQR) | 234 |
Descriptive statistics
| Standard deviation | 154.29728 |
|---|---|
| Coefficient of variation (CV) | 0.55542683 |
| Kurtosis | 0.39555658 |
| Mean | 277.79947 |
| Median Absolute Deviation (MAD) | 118 |
| Skewness | 0.7372242 |
| Sum | 28270541 |
| Variance | 23807.651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 133 | 6752 | 6.6% |
| 261 | 6662 | 6.5% |
| 78 | 6071 | 6.0% |
| 260 | 5036 | 4.9% |
| 239 | 3736 | 3.7% |
| 318 | 3305 | 3.2% |
| 397 | 3288 | 3.2% |
| 241 | 2823 | 2.8% |
| 249 | 2650 | 2.6% |
| 246 | 2566 | 2.5% |
| Other values (739) | 58877 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 8 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 201 | |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 748 | 2 | < 0.1% |
| 747 | 169 | |
| 746 | 13 | < 0.1% |
| 745 | 7 | < 0.1% |
| 744 | 1 | < 0.1% |
| 743 | 5 | < 0.1% |
| 742 | 23 | < 0.1% |
| 741 | 27 | < 0.1% |
| 740 | 30 | < 0.1% |
| 739 | 66 | 0.1% |
diag_3
Real number (ℝ)
| Distinct | 790 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 286.33171 |
| Minimum | 0 |
|---|---|
| Maximum | 789 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 86 |
| Q1 | 139 |
| median | 256 |
| Q3 | 381 |
| 95-th percentile | 670 |
| Maximum | 789 |
| Range | 789 |
| Interquartile range (IQR) | 242 |
Descriptive statistics
| Standard deviation | 180.65139 |
|---|---|
| Coefficient of variation (CV) | 0.63091645 |
| Kurtosis | 0.49154922 |
| Mean | 286.33171 |
| Median Absolute Deviation (MAD) | 117 |
| Skewness | 1.0074289 |
| Sum | 29138833 |
| Variance | 32634.923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86 | 11555 | 11.4% |
| 246 | 8289 | 8.1% |
| 139 | 5175 | 5.1% |
| 268 | 4577 | 4.5% |
| 267 | 3955 | 3.9% |
| 256 | 3664 | 3.6% |
| 326 | 2605 | 2.6% |
| 248 | 2357 | 2.3% |
| 395 | 1992 | 2.0% |
| 135 | 1969 | 1.9% |
| Other values (780) | 55628 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 20 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 206 | |
| 4 | 1 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 789 | 3 | < 0.1% |
| 788 | 96 | |
| 787 | 8 | < 0.1% |
| 786 | 2 | < 0.1% |
| 785 | 18 | < 0.1% |
| 784 | 24 | < 0.1% |
| 783 | 45 | |
| 782 | 13 | < 0.1% |
| 781 | 29 | < 0.1% |
| 780 | 5 | < 0.1% |
number_diagnoses
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4226068 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9336001 |
|---|---|
| Coefficient of variation (CV) | 0.26050149 |
| Kurtosis | -0.079056024 |
| Mean | 7.4226068 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.87674624 |
| Sum | 755369 |
| Variance | 3.7388095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 49474 | |
| 5 | 11393 | 11.2% |
| 8 | 10616 | 10.4% |
| 7 | 10393 | 10.2% |
| 6 | 10161 | 10.0% |
| 4 | 5537 | 5.4% |
| 3 | 2835 | 2.8% |
| 2 | 1023 | 1.0% |
| 1 | 219 | 0.2% |
| 16 | 45 | < 0.1% |
| Other values (6) | 70 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 219 | 0.2% |
| 2 | 1023 | 1.0% |
| 3 | 2835 | 2.8% |
| 4 | 5537 | 5.4% |
| 5 | 11393 | 11.2% |
| 6 | 10161 | 10.0% |
| 7 | 10393 | 10.2% |
| 8 | 10616 | 10.4% |
| 9 | 49474 | |
| 10 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 45 | < 0.1% |
| 15 | 10 | < 0.1% |
| 14 | 7 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 9 | < 0.1% |
| 11 | 11 | < 0.1% |
| 10 | 17 | < 0.1% |
| 9 | 49474 | |
| 8 | 10616 | 10.4% |
| 7 | 10393 | 10.2% |
max_glu_serum
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 | |
| 3 | 133 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 40817 | |
| 1 | 35919 | |
| 0 | 24897 | |
| 3 | 133 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 40817 | |
| 1 | 35919 | |
| 0 | 24897 | |
| 3 | 133 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 40817 | |
| 1 | 35919 | |
| 0 | 24897 | |
| 3 | 133 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 40817 | |
| 1 | 35919 | |
| 0 | 24897 | |
| 3 | 133 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 40817 | |
| 1 | 35919 | |
| 0 | 24897 | |
| 3 | 133 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 40817 | |
| 1 | 35919 | |
| 0 | 24897 | |
| 3 | 133 | 0.1% |
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | |
| 3 | 26 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 49610 | |
| 2 | 29207 | |
| 0 | 22923 | |
| 3 | 26 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 49610 | |
| 2 | 29207 | |
| 0 | 22923 | |
| 3 | 26 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 49610 | |
| 2 | 29207 | |
| 0 | 22923 | |
| 3 | 26 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 49610 | |
| 2 | 29207 | |
| 0 | 22923 | |
| 3 | 26 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 49610 | |
| 2 | 29207 | |
| 0 | 22923 | |
| 3 | 26 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 49610 | |
| 2 | 29207 | |
| 0 | 22923 | |
| 3 | 26 | < 0.1% |
metformin
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 1067 |
| 0 | 575 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 81778 | |
| 2 | 18346 | 18.0% |
| 3 | 1067 | 1.0% |
| 0 | 575 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 81778 | |
| 2 | 18346 | 18.0% |
| 3 | 1067 | 1.0% |
| 0 | 575 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 81778 | |
| 2 | 18346 | 18.0% |
| 3 | 1067 | 1.0% |
| 0 | 575 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 81778 | |
| 2 | 18346 | 18.0% |
| 3 | 1067 | 1.0% |
| 0 | 575 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 81778 | |
| 2 | 18346 | 18.0% |
| 3 | 1067 | 1.0% |
| 0 | 575 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 81778 | |
| 2 | 18346 | 18.0% |
| 3 | 1067 | 1.0% |
| 0 | 575 | 0.6% |
repaglinide
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 1384 |
| 3 | 110 |
| 0 | 45 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 100227 | |
| 2 | 1384 | 1.4% |
| 3 | 110 | 0.1% |
| 0 | 45 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 100227 | |
| 2 | 1384 | 1.4% |
| 3 | 110 | 0.1% |
| 0 | 45 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 100227 | |
| 2 | 1384 | 1.4% |
| 3 | 110 | 0.1% |
| 0 | 45 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 100227 | |
| 2 | 1384 | 1.4% |
| 3 | 110 | 0.1% |
| 0 | 45 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 100227 | |
| 2 | 1384 | 1.4% |
| 3 | 110 | 0.1% |
| 0 | 45 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 100227 | |
| 2 | 1384 | 1.4% |
| 3 | 110 | 0.1% |
| 0 | 45 | < 0.1% |
nateglinide
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 668 |
| 3 | 24 |
| 0 | 11 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 101063 | |
| 2 | 668 | 0.7% |
| 3 | 24 | < 0.1% |
| 0 | 11 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 101063 | |
| 2 | 668 | 0.7% |
| 3 | 24 | < 0.1% |
| 0 | 11 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 101063 | |
| 2 | 668 | 0.7% |
| 3 | 24 | < 0.1% |
| 0 | 11 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 101063 | |
| 2 | 668 | 0.7% |
| 3 | 24 | < 0.1% |
| 0 | 11 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 101063 | |
| 2 | 668 | 0.7% |
| 3 | 24 | < 0.1% |
| 0 | 11 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 101063 | |
| 2 | 668 | 0.7% |
| 3 | 24 | < 0.1% |
| 0 | 11 | < 0.1% |
chlorpropamide
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 79 |
| 3 | 6 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 101680 | |
| 2 | 79 | 0.1% |
| 3 | 6 | < 0.1% |
| 0 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 101680 | |
| 2 | 79 | 0.1% |
| 3 | 6 | < 0.1% |
| 0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 101680 | |
| 2 | 79 | 0.1% |
| 3 | 6 | < 0.1% |
| 0 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 101680 | |
| 2 | 79 | 0.1% |
| 3 | 6 | < 0.1% |
| 0 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 101680 | |
| 2 | 79 | 0.1% |
| 3 | 6 | < 0.1% |
| 0 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 101680 | |
| 2 | 79 | 0.1% |
| 3 | 6 | < 0.1% |
| 0 | 1 | < 0.1% |
glimepiride
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 4670 |
| 3 | 327 |
| 0 | 194 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 96575 | |
| 2 | 4670 | 4.6% |
| 3 | 327 | 0.3% |
| 0 | 194 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 96575 | |
| 2 | 4670 | 4.6% |
| 3 | 327 | 0.3% |
| 0 | 194 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 96575 | |
| 2 | 4670 | 4.6% |
| 3 | 327 | 0.3% |
| 0 | 194 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 96575 | |
| 2 | 4670 | 4.6% |
| 3 | 327 | 0.3% |
| 0 | 194 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 96575 | |
| 2 | 4670 | 4.6% |
| 3 | 327 | 0.3% |
| 0 | 194 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 96575 | |
| 2 | 4670 | 4.6% |
| 3 | 327 | 0.3% |
| 0 | 194 | 0.2% |
acetohexamide
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
glipizide
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 770 |
| 0 | 560 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 89080 | |
| 2 | 11356 | 11.2% |
| 3 | 770 | 0.8% |
| 0 | 560 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 89080 | |
| 2 | 11356 | 11.2% |
| 3 | 770 | 0.8% |
| 0 | 560 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 89080 | |
| 2 | 11356 | 11.2% |
| 3 | 770 | 0.8% |
| 0 | 560 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 89080 | |
| 2 | 11356 | 11.2% |
| 3 | 770 | 0.8% |
| 0 | 560 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 89080 | |
| 2 | 11356 | 11.2% |
| 3 | 770 | 0.8% |
| 0 | 560 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 89080 | |
| 2 | 11356 | 11.2% |
| 3 | 770 | 0.8% |
| 0 | 560 | 0.6% |
glyburide
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 812 |
| 0 | 564 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 91116 | |
| 2 | 9274 | 9.1% |
| 3 | 812 | 0.8% |
| 0 | 564 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 91116 | |
| 2 | 9274 | 9.1% |
| 3 | 812 | 0.8% |
| 0 | 564 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 91116 | |
| 2 | 9274 | 9.1% |
| 3 | 812 | 0.8% |
| 0 | 564 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 91116 | |
| 2 | 9274 | 9.1% |
| 3 | 812 | 0.8% |
| 0 | 564 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 91116 | |
| 2 | 9274 | 9.1% |
| 3 | 812 | 0.8% |
| 0 | 564 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 91116 | |
| 2 | 9274 | 9.1% |
| 3 | 812 | 0.8% |
| 0 | 564 | 0.6% |
tolbutamide
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 23 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101743 | |
| 1 | 23 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101743 | |
| 1 | 23 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101743 | |
| 1 | 23 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101743 | |
| 1 | 23 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101743 | |
| 1 | 23 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101743 | |
| 1 | 23 | < 0.1% |
pioglitazone
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 6976 |
| 3 | 234 |
| 0 | 118 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 94438 | |
| 2 | 6976 | 6.9% |
| 3 | 234 | 0.2% |
| 0 | 118 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 94438 | |
| 2 | 6976 | 6.9% |
| 3 | 234 | 0.2% |
| 0 | 118 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 94438 | |
| 2 | 6976 | 6.9% |
| 3 | 234 | 0.2% |
| 0 | 118 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 94438 | |
| 2 | 6976 | 6.9% |
| 3 | 234 | 0.2% |
| 0 | 118 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 94438 | |
| 2 | 6976 | 6.9% |
| 3 | 234 | 0.2% |
| 0 | 118 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 94438 | |
| 2 | 6976 | 6.9% |
| 3 | 234 | 0.2% |
| 0 | 118 | 0.1% |
rosiglitazone
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 6100 |
| 3 | 178 |
| 0 | 87 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 95401 | |
| 2 | 6100 | 6.0% |
| 3 | 178 | 0.2% |
| 0 | 87 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 95401 | |
| 2 | 6100 | 6.0% |
| 3 | 178 | 0.2% |
| 0 | 87 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 95401 | |
| 2 | 6100 | 6.0% |
| 3 | 178 | 0.2% |
| 0 | 87 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 95401 | |
| 2 | 6100 | 6.0% |
| 3 | 178 | 0.2% |
| 0 | 87 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 95401 | |
| 2 | 6100 | 6.0% |
| 3 | 178 | 0.2% |
| 0 | 87 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 95401 | |
| 2 | 6100 | 6.0% |
| 3 | 178 | 0.2% |
| 0 | 87 | 0.1% |
acarbose
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 295 |
| 3 | 10 |
| 0 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 101458 | |
| 2 | 295 | 0.3% |
| 3 | 10 | < 0.1% |
| 0 | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 101458 | |
| 2 | 295 | 0.3% |
| 3 | 10 | < 0.1% |
| 0 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 101458 | |
| 2 | 295 | 0.3% |
| 3 | 10 | < 0.1% |
| 0 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 101458 | |
| 2 | 295 | 0.3% |
| 3 | 10 | < 0.1% |
| 0 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 101458 | |
| 2 | 295 | 0.3% |
| 3 | 10 | < 0.1% |
| 0 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 101458 | |
| 2 | 295 | 0.3% |
| 3 | 10 | < 0.1% |
| 0 | 3 | < 0.1% |
miglitol
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 31 |
| 0 | 5 |
| 3 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 101728 | |
| 2 | 31 | < 0.1% |
| 0 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 101728 | |
| 2 | 31 | < 0.1% |
| 0 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 101728 | |
| 2 | 31 | < 0.1% |
| 0 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 101728 | |
| 2 | 31 | < 0.1% |
| 0 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 101728 | |
| 2 | 31 | < 0.1% |
| 0 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 101728 | |
| 2 | 31 | < 0.1% |
| 0 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
troglitazone
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101763 | |
| 1 | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101763 | |
| 1 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101763 | |
| 1 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101763 | |
| 1 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101763 | |
| 1 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101763 | |
| 1 | 3 | < 0.1% |
tolazamide
Categorical
IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 38 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101727 | |
| 1 | 38 | < 0.1% |
| 2 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101727 | |
| 1 | 38 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101727 | |
| 1 | 38 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101727 | |
| 1 | 38 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101727 | |
| 1 | 38 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101727 | |
| 1 | 38 | < 0.1% |
| 2 | 1 | < 0.1% |
examide
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101766 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101766 |
citoglipton
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101766 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101766 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101766 |
insulin
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 47383 | |
| 2 | 30849 | |
| 0 | 12218 | 12.0% |
| 3 | 11316 | 11.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 47383 | |
| 2 | 30849 | |
| 0 | 12218 | 12.0% |
| 3 | 11316 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 47383 | |
| 2 | 30849 | |
| 0 | 12218 | 12.0% |
| 3 | 11316 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 47383 | |
| 2 | 30849 | |
| 0 | 12218 | 12.0% |
| 3 | 11316 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 47383 | |
| 2 | 30849 | |
| 0 | 12218 | 12.0% |
| 3 | 11316 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 47383 | |
| 2 | 30849 | |
| 0 | 12218 | 12.0% |
| 3 | 11316 | 11.1% |
glyburide.metformin
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 2 | 692 |
| 3 | 8 |
| 0 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 101060 | |
| 2 | 692 | 0.7% |
| 3 | 8 | < 0.1% |
| 0 | 6 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 101060 | |
| 2 | 692 | 0.7% |
| 3 | 8 | < 0.1% |
| 0 | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 101060 | |
| 2 | 692 | 0.7% |
| 3 | 8 | < 0.1% |
| 0 | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 101060 | |
| 2 | 692 | 0.7% |
| 3 | 8 | < 0.1% |
| 0 | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 101060 | |
| 2 | 692 | 0.7% |
| 3 | 8 | < 0.1% |
| 0 | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 101060 | |
| 2 | 692 | 0.7% |
| 3 | 8 | < 0.1% |
| 0 | 6 | < 0.1% |
glipizide.metformin
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101753 | |
| 1 | 13 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101753 | |
| 1 | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101753 | |
| 1 | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101753 | |
| 1 | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101753 | |
| 1 | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101753 | |
| 1 | 13 | < 0.1% |
glimepiride.pioglitazone
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
metformin.rosiglitazone
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101764 | |
| 1 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101764 | |
| 1 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101764 | |
| 1 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101764 | |
| 1 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101764 | |
| 1 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101764 | |
| 1 | 2 | < 0.1% |
metformin.pioglitazone
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 101765 | |
| 1 | 1 | < 0.1% |
change
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 54755 | |
| 0 | 47011 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 54755 | |
| 0 | 47011 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 54755 | |
| 0 | 47011 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 54755 | |
| 0 | 47011 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 54755 | |
| 0 | 47011 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 54755 | |
| 0 | 47011 |
diabetesMed
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
readmitted
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 54864 | |
| 1 | 35545 | |
| 0 | 11357 | 11.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 54864 | |
| 1 | 35545 | |
| 0 | 11357 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 54864 | |
| 1 | 35545 | |
| 0 | 11357 | 11.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 54864 | |
| 1 | 35545 | |
| 0 | 11357 | 11.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 54864 | |
| 1 | 35545 | |
| 0 | 11357 | 11.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 54864 | |
| 1 | 35545 | |
| 0 | 11357 | 11.2% |
| id | encounter_id | patient_nbr | race | age | weight | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | payer_code | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | gender | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | insulin | glyburide.metformin | glipizide.metformin | glimepiride.pioglitazone | metformin.rosiglitazone | metformin.pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 1.000 | 0.544 | 0.082 | 0.071 | -0.020 | -0.123 | -0.065 | -0.051 | -0.060 | 0.549 | -0.259 | -0.009 | -0.031 | 0.102 | 0.151 | 0.131 | 0.037 | 0.031 | 0.084 | 0.040 | 0.293 | 0.007 | 0.230 | 0.111 | 0.028 | 0.020 | 0.020 | 0.016 | 0.029 | 0.000 | 0.021 | 0.054 | 0.009 | 0.036 | 0.045 | 0.010 | 0.000 | 0.013 | 0.016 | 0.105 | 0.030 | 0.010 | 0.000 | 0.000 | 0.000 | 0.124 | 0.067 | 0.079 |
| encounter_id | 1.000 | 1.000 | 0.544 | 0.082 | 0.071 | -0.020 | -0.123 | -0.065 | -0.051 | -0.060 | 0.549 | -0.259 | -0.009 | -0.031 | 0.102 | 0.151 | 0.131 | 0.037 | 0.031 | 0.084 | 0.040 | 0.293 | 0.011 | 0.215 | 0.104 | 0.028 | 0.019 | 0.022 | 0.014 | 0.030 | 0.000 | 0.023 | 0.054 | 0.010 | 0.036 | 0.044 | 0.006 | 0.005 | 0.013 | 0.014 | 0.102 | 0.029 | 0.004 | 0.001 | 0.011 | 0.014 | 0.120 | 0.068 | 0.073 |
| patient_nbr | 0.544 | 0.544 | 1.000 | 0.152 | 0.075 | 0.087 | 0.007 | -0.046 | 0.030 | -0.017 | 0.276 | -0.200 | 0.027 | -0.019 | 0.045 | 0.155 | 0.113 | 0.026 | 0.035 | 0.049 | 0.023 | 0.240 | 0.022 | 0.097 | 0.068 | 0.021 | 0.042 | 0.018 | 0.006 | 0.023 | 0.000 | 0.021 | 0.044 | 0.000 | 0.032 | 0.019 | 0.011 | 0.009 | 0.000 | 0.009 | 0.118 | 0.032 | 0.024 | 0.000 | 0.023 | 0.000 | 0.130 | 0.068 | 0.115 |
| race | 0.082 | 0.082 | 0.152 | 1.000 | 0.114 | 0.043 | 0.104 | 0.029 | 0.014 | -0.016 | 0.040 | -0.061 | -0.015 | 0.017 | 0.029 | 0.057 | -0.023 | -0.006 | 0.036 | 0.030 | 0.007 | 0.078 | 0.054 | 0.020 | 0.013 | 0.012 | 0.016 | 0.010 | 0.003 | 0.014 | 0.000 | 0.014 | 0.017 | 0.000 | 0.015 | 0.006 | 0.007 | 0.000 | 0.000 | 0.000 | 0.042 | 0.018 | 0.000 | 0.000 | 0.028 | 0.000 | 0.021 | 0.022 | 0.037 |
| age | 0.071 | 0.071 | 0.075 | 0.114 | 1.000 | 0.015 | -0.022 | 0.253 | 0.049 | 0.120 | 0.080 | -0.059 | 0.028 | -0.058 | 0.027 | 0.023 | -0.057 | 0.015 | 0.054 | 0.072 | 0.027 | 0.196 | 0.078 | 0.013 | 0.033 | 0.066 | 0.029 | 0.008 | 0.003 | 0.024 | 0.000 | 0.037 | 0.050 | 0.014 | 0.030 | 0.026 | 0.002 | 0.004 | 0.000 | 0.000 | 0.068 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.044 | 0.038 |
| weight | -0.020 | -0.020 | 0.087 | 0.043 | 0.015 | 1.000 | 0.035 | -0.011 | -0.011 | 0.029 | 0.037 | -0.006 | 0.093 | 0.017 | 0.011 | 0.129 | 0.019 | -0.004 | 0.015 | 0.018 | 0.009 | 0.050 | 0.027 | 0.005 | 0.005 | 0.014 | 0.000 | 0.004 | 0.000 | 0.007 | 0.000 | 0.013 | 0.004 | 0.000 | 0.019 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.036 | 0.035 |
| admission_type_id | -0.123 | -0.123 | 0.007 | 0.104 | -0.022 | 0.035 | 1.000 | 0.021 | -0.383 | -0.015 | -0.077 | 0.246 | -0.224 | 0.217 | 0.087 | 0.030 | -0.033 | -0.045 | 0.023 | -0.014 | -0.016 | -0.127 | 0.013 | 0.032 | 0.026 | 0.032 | 0.034 | 0.012 | 0.002 | 0.036 | 0.000 | 0.012 | 0.007 | 0.013 | 0.020 | 0.019 | 0.000 | 0.005 | 0.000 | 0.006 | 0.064 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.043 | 0.044 |
| discharge_disposition_id | -0.065 | -0.065 | -0.046 | 0.029 | 0.253 | -0.011 | 0.021 | 1.000 | 0.042 | 0.276 | -0.049 | -0.076 | 0.059 | 0.013 | 0.171 | 0.033 | 0.007 | 0.085 | 0.047 | 0.070 | 0.057 | 0.151 | 0.027 | 0.038 | 0.030 | 0.036 | 0.016 | 0.006 | 0.019 | 0.022 | 0.020 | 0.028 | 0.051 | 0.010 | 0.024 | 0.017 | 0.000 | 0.004 | 0.011 | 0.017 | 0.078 | 0.015 | 0.010 | 0.000 | 0.000 | 0.000 | 0.081 | 0.083 | 0.120 |
| admission_source_id | -0.051 | -0.051 | 0.030 | 0.014 | 0.049 | -0.011 | -0.383 | 0.042 | 1.000 | 0.003 | -0.066 | -0.163 | 0.136 | -0.205 | -0.063 | 0.024 | 0.104 | 0.056 | -0.004 | -0.005 | 0.008 | 0.106 | 0.012 | 0.051 | 0.031 | 0.029 | 0.018 | 0.007 | 0.000 | 0.016 | 0.000 | 0.007 | 0.019 | 0.004 | 0.017 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.018 | 0.056 |
| time_in_hospital | -0.060 | -0.060 | -0.017 | -0.016 | 0.120 | 0.029 | -0.015 | 0.276 | 0.003 | 1.000 | -0.031 | 0.013 | 0.337 | 0.187 | 0.465 | -0.013 | -0.001 | 0.092 | -0.033 | 0.098 | 0.075 | 0.237 | 0.028 | 0.009 | 0.003 | 0.028 | 0.024 | 0.005 | 0.003 | 0.025 | 0.019 | 0.037 | 0.033 | 0.000 | 0.023 | 0.021 | 0.007 | 0.009 | 0.013 | 0.000 | 0.079 | 0.003 | 0.005 | 0.000 | 0.000 | 0.000 | 0.115 | 0.070 | 0.048 |
| payer_code | 0.549 | 0.549 | 0.276 | 0.040 | 0.080 | 0.037 | -0.077 | -0.049 | -0.066 | -0.031 | 1.000 | -0.105 | -0.042 | -0.068 | 0.028 | 0.086 | 0.102 | 0.024 | 0.022 | 0.051 | 0.030 | 0.108 | 0.052 | 0.087 | 0.061 | 0.031 | 0.024 | 0.006 | 0.006 | 0.024 | 0.000 | 0.016 | 0.034 | 0.000 | 0.024 | 0.010 | 0.000 | 0.004 | 0.000 | 0.004 | 0.115 | 0.038 | 0.017 | 0.010 | 0.017 | 0.015 | 0.130 | 0.082 | 0.038 |
| medical_specialty | -0.259 | -0.259 | -0.200 | -0.061 | -0.059 | -0.006 | 0.246 | -0.076 | -0.163 | 0.013 | -0.105 | 1.000 | -0.043 | 0.091 | -0.019 | -0.097 | -0.025 | -0.012 | 0.023 | -0.042 | -0.017 | -0.190 | 0.051 | 0.054 | 0.029 | 0.045 | 0.047 | 0.003 | 0.010 | 0.028 | 0.000 | 0.016 | 0.024 | 0.000 | 0.014 | 0.025 | 0.002 | 0.014 | 0.000 | 0.002 | 0.075 | 0.019 | 0.004 | 0.000 | 0.000 | 0.019 | 0.064 | 0.042 | 0.055 |
| num_lab_procedures | -0.009 | -0.009 | 0.027 | -0.015 | 0.028 | 0.093 | -0.224 | 0.059 | 0.136 | 0.337 | -0.042 | -0.043 | 1.000 | 0.023 | 0.252 | -0.024 | 0.006 | 0.041 | -0.071 | 0.035 | 0.028 | 0.169 | 0.017 | 0.024 | 0.013 | 0.037 | 0.020 | 0.006 | 0.000 | 0.019 | 0.004 | 0.024 | 0.020 | 0.006 | 0.018 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.006 | 0.008 | 0.000 | 0.000 | 0.001 | 0.070 | 0.043 | 0.032 |
| num_procedures | -0.031 | -0.031 | -0.019 | 0.017 | -0.058 | 0.017 | 0.217 | 0.013 | -0.205 | 0.187 | -0.068 | 0.091 | 0.023 | 1.000 | 0.352 | -0.024 | -0.046 | -0.064 | -0.034 | 0.034 | 0.022 | 0.067 | 0.045 | 0.013 | 0.005 | 0.023 | 0.000 | 0.001 | 0.003 | 0.007 | 0.013 | 0.009 | 0.007 | 0.000 | 0.010 | 0.008 | 0.004 | 0.000 | 0.000 | 0.007 | 0.023 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.027 | 0.030 | 0.037 |
| num_medications | 0.102 | 0.102 | 0.045 | 0.029 | 0.027 | 0.011 | 0.087 | 0.171 | -0.063 | 0.465 | 0.028 | -0.019 | 0.252 | 0.352 | 1.000 | 0.074 | 0.044 | 0.099 | 0.014 | 0.094 | 0.055 | 0.294 | 0.036 | 0.024 | 0.008 | 0.044 | 0.016 | 0.015 | 0.000 | 0.029 | 0.019 | 0.042 | 0.030 | 0.000 | 0.043 | 0.032 | 0.013 | 0.000 | 0.000 | 0.000 | 0.143 | 0.003 | 0.000 | 0.000 | 0.038 | 0.000 | 0.244 | 0.196 | 0.063 |
| number_outpatient | 0.151 | 0.151 | 0.155 | 0.057 | 0.023 | 0.129 | 0.030 | 0.033 | 0.024 | -0.013 | 0.086 | -0.097 | -0.024 | -0.024 | 0.074 | 1.000 | 0.177 | 0.156 | 0.012 | 0.030 | 0.026 | 0.113 | 0.000 | 0.011 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.001 | 0.028 |
| number_emergency | 0.131 | 0.131 | 0.113 | -0.023 | -0.057 | 0.019 | -0.033 | 0.007 | 0.104 | -0.001 | 0.102 | -0.025 | 0.006 | -0.046 | 0.044 | 0.177 | 1.000 | 0.222 | -0.008 | 0.009 | 0.019 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.007 | 0.029 |
| number_inpatient | 0.037 | 0.037 | 0.026 | -0.006 | 0.015 | -0.004 | -0.045 | 0.085 | 0.056 | 0.092 | 0.024 | -0.012 | 0.041 | -0.064 | 0.099 | 0.156 | 0.222 | 1.000 | 0.013 | 0.043 | 0.042 | 0.136 | 0.008 | 0.006 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.020 | 0.000 | 0.011 | 0.008 | 0.007 | 0.003 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.018 | 0.130 |
| diag_1 | 0.031 | 0.031 | 0.035 | 0.036 | 0.054 | 0.015 | 0.023 | 0.047 | -0.004 | -0.033 | 0.022 | 0.023 | -0.071 | -0.034 | 0.014 | 0.012 | -0.008 | 0.013 | 1.000 | 0.008 | -0.009 | 0.028 | 0.058 | 0.017 | 0.022 | 0.064 | 0.010 | 0.003 | 0.001 | 0.021 | 0.000 | 0.037 | 0.038 | 0.000 | 0.026 | 0.024 | 0.010 | 0.003 | 0.000 | 0.002 | 0.088 | 0.012 | 0.005 | 0.000 | 0.000 | 0.008 | 0.097 | 0.083 | 0.053 |
| diag_2 | 0.084 | 0.084 | 0.049 | 0.030 | 0.072 | 0.018 | -0.014 | 0.070 | -0.005 | 0.098 | 0.051 | -0.042 | 0.035 | 0.034 | 0.094 | 0.030 | 0.009 | 0.043 | 0.008 | 1.000 | 0.066 | 0.180 | 0.045 | 0.018 | 0.022 | 0.045 | 0.011 | 0.007 | 0.000 | 0.015 | 0.000 | 0.015 | 0.023 | 0.005 | 0.010 | 0.012 | 0.000 | 0.000 | 0.015 | 0.001 | 0.041 | 0.005 | 0.016 | 0.015 | 0.000 | 0.000 | 0.034 | 0.023 | 0.033 |
| diag_3 | 0.040 | 0.040 | 0.023 | 0.007 | 0.027 | 0.009 | -0.016 | 0.057 | 0.008 | 0.075 | 0.030 | -0.017 | 0.028 | 0.022 | 0.055 | 0.026 | 0.019 | 0.042 | -0.009 | 0.066 | 1.000 | 0.157 | 0.029 | 0.014 | 0.015 | 0.038 | 0.011 | 0.000 | 0.000 | 0.011 | 0.000 | 0.012 | 0.022 | 0.005 | 0.015 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.009 | 0.011 | 0.005 | 0.000 | 0.000 | 0.017 | 0.019 | 0.043 |
| number_diagnoses | 0.293 | 0.293 | 0.240 | 0.078 | 0.196 | 0.050 | -0.127 | 0.151 | 0.106 | 0.237 | 0.108 | -0.190 | 0.169 | 0.067 | 0.294 | 0.113 | 0.092 | 0.136 | 0.028 | 0.180 | 0.157 | 1.000 | 0.000 | 0.051 | 0.037 | 0.046 | 0.022 | 0.035 | 0.006 | 0.010 | 0.000 | 0.013 | 0.024 | 0.000 | 0.010 | 0.008 | 0.000 | 0.000 | 0.000 | 0.009 | 0.078 | 0.012 | 0.000 | 0.005 | 0.000 | 0.005 | 0.057 | 0.032 | 0.082 |
| gender | 0.007 | 0.011 | 0.022 | 0.054 | 0.078 | 0.027 | 0.013 | 0.027 | 0.012 | 0.028 | 0.052 | 0.051 | 0.017 | 0.045 | 0.036 | 0.000 | 0.000 | 0.008 | 0.058 | 0.045 | 0.029 | 0.000 | 1.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.023 | 0.000 | 0.004 | 0.011 | 0.007 | 0.004 | 0.004 | 0.003 | 0.000 | 0.000 | 0.005 | 0.000 | 0.002 | 0.000 | 0.014 | 0.015 | 0.013 |
| max_glu_serum | 0.230 | 0.215 | 0.097 | 0.020 | 0.013 | 0.005 | 0.032 | 0.038 | 0.051 | 0.009 | 0.087 | 0.054 | 0.024 | 0.013 | 0.024 | 0.011 | 0.000 | 0.006 | 0.017 | 0.018 | 0.014 | 0.051 | 0.000 | 1.000 | 0.257 | 0.001 | 0.009 | 0.001 | 0.000 | 0.000 | 0.001 | 0.003 | 0.011 | 0.019 | 0.009 | 0.003 | 0.000 | 0.000 | 0.150 | 0.000 | 0.038 | 0.006 | 0.000 | 0.001 | 0.000 | 0.000 | 0.047 | 0.023 | 0.018 |
| A1Cresult | 0.111 | 0.104 | 0.068 | 0.013 | 0.033 | 0.005 | 0.026 | 0.030 | 0.031 | 0.003 | 0.061 | 0.029 | 0.013 | 0.005 | 0.008 | 0.000 | 0.000 | 0.000 | 0.022 | 0.022 | 0.015 | 0.037 | 0.007 | 0.257 | 1.000 | 0.010 | 0.012 | 0.000 | 0.000 | 0.003 | 0.000 | 0.011 | 0.011 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.010 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.015 | 0.000 |
| metformin | 0.028 | 0.028 | 0.021 | 0.012 | 0.066 | 0.014 | 0.032 | 0.036 | 0.029 | 0.028 | 0.031 | 0.045 | 0.037 | 0.023 | 0.044 | 0.007 | 0.000 | 0.032 | 0.064 | 0.045 | 0.038 | 0.046 | 0.000 | 0.001 | 0.010 | 1.000 | 0.009 | 0.013 | 0.003 | 0.028 | 0.000 | 0.049 | 0.093 | 0.005 | 0.034 | 0.061 | 0.013 | 0.008 | 0.000 | 0.008 | 0.032 | 0.012 | 0.000 | 0.000 | 0.000 | 0.041 | 0.329 | 0.270 | 0.022 |
| repaglinide | 0.020 | 0.019 | 0.042 | 0.016 | 0.029 | 0.000 | 0.034 | 0.016 | 0.018 | 0.024 | 0.024 | 0.047 | 0.020 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.010 | 0.011 | 0.011 | 0.022 | 0.000 | 0.009 | 0.012 | 0.009 | 1.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.010 | 0.014 | 0.000 | 0.015 | 0.006 | 0.012 | 0.008 | 0.000 | 0.000 | 0.018 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.078 | 0.068 | 0.016 |
| nateglinide | 0.020 | 0.022 | 0.018 | 0.010 | 0.008 | 0.004 | 0.012 | 0.006 | 0.007 | 0.005 | 0.006 | 0.003 | 0.006 | 0.001 | 0.015 | 0.000 | 0.021 | 0.000 | 0.003 | 0.007 | 0.000 | 0.035 | 0.000 | 0.001 | 0.000 | 0.013 | 0.000 | 1.000 | 0.000 | 0.009 | 0.000 | 0.007 | 0.011 | 0.000 | 0.020 | 0.009 | 0.000 | 0.005 | 0.000 | 0.000 | 0.004 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.045 | 0.000 |
| chlorpropamide | 0.016 | 0.014 | 0.006 | 0.003 | 0.003 | 0.000 | 0.002 | 0.019 | 0.000 | 0.003 | 0.006 | 0.010 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.015 | 0.004 |
| glimepiride | 0.029 | 0.030 | 0.023 | 0.014 | 0.024 | 0.007 | 0.036 | 0.022 | 0.016 | 0.025 | 0.024 | 0.028 | 0.019 | 0.007 | 0.029 | 0.000 | 0.009 | 0.000 | 0.021 | 0.015 | 0.011 | 0.010 | 0.000 | 0.000 | 0.003 | 0.028 | 0.003 | 0.009 | 0.000 | 1.000 | 0.000 | 0.042 | 0.040 | 0.000 | 0.026 | 0.025 | 0.010 | 0.013 | 0.005 | 0.000 | 0.010 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.144 | 0.127 | 0.007 |
| acetohexamide | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.019 | 0.000 | 0.000 | 0.004 | 0.013 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| glipizide | 0.021 | 0.023 | 0.021 | 0.014 | 0.037 | 0.013 | 0.012 | 0.028 | 0.007 | 0.037 | 0.016 | 0.016 | 0.024 | 0.009 | 0.042 | 0.000 | 0.000 | 0.012 | 0.037 | 0.015 | 0.012 | 0.013 | 0.019 | 0.003 | 0.011 | 0.049 | 0.010 | 0.007 | 0.002 | 0.042 | 0.000 | 1.000 | 0.062 | 0.002 | 0.029 | 0.027 | 0.022 | 0.014 | 0.000 | 0.000 | 0.034 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.209 | 0.206 | 0.015 |
| glyburide | 0.054 | 0.054 | 0.044 | 0.017 | 0.050 | 0.004 | 0.007 | 0.051 | 0.019 | 0.033 | 0.034 | 0.024 | 0.020 | 0.007 | 0.030 | 0.005 | 0.000 | 0.020 | 0.038 | 0.023 | 0.022 | 0.024 | 0.023 | 0.011 | 0.011 | 0.093 | 0.014 | 0.011 | 0.000 | 0.040 | 0.000 | 0.062 | 1.000 | 0.000 | 0.016 | 0.025 | 0.007 | 0.000 | 0.000 | 0.000 | 0.054 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.191 | 0.187 | 0.004 |
| tolbutamide | 0.009 | 0.010 | 0.000 | 0.000 | 0.014 | 0.000 | 0.013 | 0.010 | 0.004 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.005 | 0.000 | 0.000 | 0.019 | 0.007 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 |
| pioglitazone | 0.036 | 0.036 | 0.032 | 0.015 | 0.030 | 0.019 | 0.020 | 0.024 | 0.017 | 0.023 | 0.024 | 0.014 | 0.018 | 0.010 | 0.043 | 0.000 | 0.000 | 0.011 | 0.026 | 0.010 | 0.015 | 0.010 | 0.004 | 0.009 | 0.000 | 0.034 | 0.015 | 0.020 | 0.000 | 0.026 | 0.000 | 0.029 | 0.016 | 0.000 | 1.000 | 0.037 | 0.007 | 0.000 | 0.000 | 0.000 | 0.009 | 0.018 | 0.000 | 0.000 | 0.000 | 0.010 | 0.203 | 0.152 | 0.011 |
| rosiglitazone | 0.045 | 0.044 | 0.019 | 0.006 | 0.026 | 0.004 | 0.019 | 0.017 | 0.021 | 0.021 | 0.010 | 0.025 | 0.011 | 0.008 | 0.032 | 0.000 | 0.000 | 0.008 | 0.024 | 0.012 | 0.006 | 0.008 | 0.011 | 0.003 | 0.000 | 0.061 | 0.006 | 0.009 | 0.000 | 0.025 | 0.000 | 0.027 | 0.025 | 0.000 | 0.037 | 1.000 | 0.002 | 0.000 | 0.003 | 0.000 | 0.013 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.196 | 0.141 | 0.013 |
| acarbose | 0.010 | 0.006 | 0.011 | 0.007 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.002 | 0.000 | 0.004 | 0.013 | 0.000 | 0.000 | 0.007 | 0.010 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.013 | 0.012 | 0.000 | 0.000 | 0.010 | 0.000 | 0.022 | 0.007 | 0.000 | 0.007 | 0.002 | 1.000 | 0.001 | 0.000 | 0.000 | 0.011 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.030 | 0.012 |
| miglitol | 0.000 | 0.005 | 0.009 | 0.000 | 0.004 | 0.000 | 0.005 | 0.004 | 0.000 | 0.009 | 0.004 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.003 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.008 | 0.008 | 0.005 | 0.000 | 0.013 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 1.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.009 | 0.005 |
| troglitazone | 0.013 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.004 | 0.150 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 |
| tolazamide | 0.016 | 0.014 | 0.009 | 0.000 | 0.000 | 0.000 | 0.006 | 0.017 | 0.000 | 0.000 | 0.004 | 0.002 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.001 | 0.000 | 0.009 | 0.003 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.002 |
| insulin | 0.105 | 0.102 | 0.118 | 0.042 | 0.068 | 0.055 | 0.064 | 0.078 | 0.041 | 0.079 | 0.115 | 0.075 | 0.073 | 0.023 | 0.143 | 0.018 | 0.017 | 0.044 | 0.088 | 0.041 | 0.032 | 0.078 | 0.000 | 0.038 | 0.010 | 0.032 | 0.018 | 0.004 | 0.010 | 0.010 | 0.000 | 0.034 | 0.054 | 0.000 | 0.009 | 0.013 | 0.011 | 0.004 | 0.000 | 0.008 | 1.000 | 0.005 | 0.000 | 0.000 | 0.003 | 0.000 | 0.641 | 0.585 | 0.050 |
| glyburide.metformin | 0.030 | 0.029 | 0.032 | 0.018 | 0.010 | 0.000 | 0.027 | 0.015 | 0.017 | 0.003 | 0.038 | 0.019 | 0.006 | 0.000 | 0.003 | 0.000 | 0.020 | 0.000 | 0.012 | 0.005 | 0.009 | 0.012 | 0.000 | 0.006 | 0.003 | 0.012 | 0.003 | 0.004 | 0.000 | 0.004 | 0.000 | 0.015 | 0.004 | 0.000 | 0.018 | 0.002 | 0.004 | 0.000 | 0.000 | 0.000 | 0.005 | 1.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.043 | 0.045 | 0.004 |
| glipizide.metformin | 0.010 | 0.004 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.005 | 0.017 | 0.004 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.016 | 0.011 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 1.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.004 | 0.001 |
| glimepiride.pioglitazone | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.005 | 0.005 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| metformin.rosiglitazone | 0.000 | 0.011 | 0.023 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.006 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| metformin.pioglitazone | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.019 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| change | 0.124 | 0.120 | 0.130 | 0.021 | 0.056 | 0.048 | 0.063 | 0.081 | 0.023 | 0.115 | 0.130 | 0.064 | 0.070 | 0.027 | 0.244 | 0.015 | 0.015 | 0.017 | 0.097 | 0.034 | 0.017 | 0.057 | 0.014 | 0.047 | 0.014 | 0.329 | 0.078 | 0.055 | 0.012 | 0.144 | 0.000 | 0.209 | 0.191 | 0.000 | 0.203 | 0.196 | 0.046 | 0.014 | 0.003 | 0.000 | 0.641 | 0.043 | 0.007 | 0.000 | 0.000 | 0.000 | 1.000 | 0.506 | 0.046 |
| diabetesMed | 0.067 | 0.068 | 0.068 | 0.022 | 0.044 | 0.036 | 0.043 | 0.083 | 0.018 | 0.070 | 0.082 | 0.042 | 0.043 | 0.030 | 0.196 | 0.001 | 0.007 | 0.018 | 0.083 | 0.023 | 0.019 | 0.032 | 0.015 | 0.023 | 0.015 | 0.270 | 0.068 | 0.045 | 0.015 | 0.127 | 0.000 | 0.206 | 0.187 | 0.007 | 0.152 | 0.141 | 0.030 | 0.009 | 0.000 | 0.010 | 0.585 | 0.045 | 0.004 | 0.000 | 0.000 | 0.000 | 0.506 | 1.000 | 0.061 |
| readmitted | 0.079 | 0.073 | 0.115 | 0.037 | 0.038 | 0.035 | 0.044 | 0.120 | 0.056 | 0.048 | 0.038 | 0.055 | 0.032 | 0.037 | 0.063 | 0.028 | 0.029 | 0.130 | 0.053 | 0.033 | 0.043 | 0.082 | 0.013 | 0.018 | 0.000 | 0.022 | 0.016 | 0.000 | 0.004 | 0.007 | 0.000 | 0.015 | 0.004 | 0.000 | 0.011 | 0.013 | 0.012 | 0.005 | 0.000 | 0.002 | 0.050 | 0.004 | 0.001 | 0.000 | 0.000 | 0.000 | 0.046 | 0.061 | 1.000 |
| id | encounter_id | patient_nbr | race | gender | age | weight | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | payer_code | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | examide | citoglipton | insulin | glyburide.metformin | glipizide.metformin | glimepiride.pioglitazone | metformin.rosiglitazone | metformin.pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2278392 | 8222157 | 3 | 0 | 0 | 1 | 6 | 25 | 1 | 1 | 0 | 38 | 41 | 0 | 1 | 0 | 0 | 0 | 124 | 650 | 670 | 1 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |
| 1 | 2 | 149190 | 55629189 | 3 | 0 | 1 | 1 | 1 | 1 | 7 | 3 | 0 | 0 | 59 | 0 | 18 | 0 | 0 | 0 | 143 | 79 | 121 | 9 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 2 | 3 | 64410 | 86047875 | 1 | 0 | 2 | 1 | 1 | 1 | 7 | 2 | 0 | 0 | 11 | 5 | 13 | 2 | 0 | 1 | 454 | 78 | 767 | 6 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 2 |
| 3 | 4 | 500364 | 82442376 | 3 | 1 | 3 | 1 | 1 | 1 | 7 | 2 | 0 | 0 | 44 | 1 | 16 | 0 | 0 | 0 | 554 | 97 | 248 | 7 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 4 | 5 | 16680 | 42519267 | 3 | 1 | 4 | 1 | 1 | 1 | 7 | 1 | 0 | 0 | 51 | 0 | 8 | 0 | 0 | 0 | 54 | 24 | 86 | 5 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 5 | 6 | 35754 | 82637451 | 3 | 1 | 5 | 1 | 2 | 1 | 2 | 3 | 0 | 0 | 31 | 6 | 16 | 0 | 0 | 0 | 263 | 246 | 86 | 9 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 |
| 6 | 7 | 55842 | 84259809 | 3 | 1 | 6 | 1 | 3 | 1 | 2 | 4 | 0 | 0 | 70 | 1 | 21 | 0 | 0 | 0 | 263 | 246 | 771 | 7 | 3 | 3 | 2 | 1 | 1 | 1 | 2 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 7 | 8 | 63768 | 114882984 | 3 | 1 | 7 | 1 | 1 | 1 | 7 | 5 | 0 | 0 | 73 | 0 | 12 | 0 | 0 | 0 | 276 | 314 | 86 | 8 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 2 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 |
| 8 | 9 | 12522 | 48330783 | 3 | 0 | 8 | 1 | 2 | 1 | 4 | 13 | 0 | 0 | 68 | 2 | 28 | 0 | 0 | 0 | 252 | 260 | 229 | 8 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 9 | 10 | 15738 | 63555939 | 3 | 0 | 9 | 1 | 3 | 3 | 4 | 12 | 0 | 19 | 33 | 3 | 18 | 0 | 0 | 0 | 282 | 46 | 317 | 8 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| id | encounter_id | patient_nbr | race | gender | age | weight | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | payer_code | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | examide | citoglipton | insulin | glyburide.metformin | glipizide.metformin | glimepiride.pioglitazone | metformin.rosiglitazone | metformin.pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101756 | 101757 | 443842070 | 140199494 | 5 | 0 | 6 | 1 | 1 | 1 | 7 | 2 | 9 | 0 | 46 | 6 | 17 | 1 | 1 | 1 | 693 | 386 | 248 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 |
| 101757 | 101758 | 443842136 | 181593374 | 3 | 0 | 7 | 1 | 1 | 1 | 7 | 5 | 0 | 0 | 21 | 1 | 16 | 0 | 0 | 1 | 329 | 333 | 334 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 2 |
| 101758 | 101759 | 443842340 | 120975314 | 3 | 0 | 8 | 1 | 1 | 1 | 7 | 5 | 8 | 0 | 76 | 1 | 22 | 0 | 1 | 0 | 159 | 529 | 167 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 101759 | 101760 | 443842778 | 86472243 | 3 | 1 | 8 | 1 | 1 | 1 | 7 | 1 | 8 | 0 | 1 | 0 | 15 | 3 | 0 | 0 | 283 | 513 | 86 | 7 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 101760 | 101761 | 443847176 | 50375628 | 1 | 0 | 6 | 1 | 1 | 1 | 7 | 6 | 5 | 0 | 45 | 1 | 25 | 3 | 1 | 2 | 202 | 271 | 254 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 101761 | 101762 | 443847548 | 100162476 | 1 | 1 | 7 | 1 | 1 | 3 | 7 | 3 | 8 | 0 | 51 | 0 | 16 | 0 | 0 | 0 | 102 | 148 | 295 | 9 | 0 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 101762 | 101763 | 443847782 | 74694222 | 1 | 0 | 8 | 1 | 1 | 4 | 5 | 5 | 8 | 0 | 33 | 3 | 18 | 0 | 0 | 1 | 381 | 133 | 536 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 2 |
| 101763 | 101764 | 443854148 | 41088789 | 3 | 1 | 7 | 1 | 1 | 1 | 7 | 1 | 8 | 0 | 53 | 0 | 9 | 1 | 0 | 0 | 236 | 389 | 159 | 13 | 0 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 101764 | 101765 | 443857166 | 31693671 | 3 | 0 | 8 | 1 | 2 | 3 | 7 | 10 | 8 | 63 | 45 | 2 | 21 | 0 | 0 | 1 | 693 | 142 | 668 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 1 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 101765 | 101766 | 443867222 | 175429310 | 3 | 1 | 7 | 1 | 1 | 1 | 7 | 6 | 0 | 0 | 13 | 3 | 3 | 0 | 0 | 0 | 360 | 345 | 536 | 9 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |